We (Adam Shimi, Joe Collman, Michele Campolo and Sabrina Tang) are studying both how to formalize the intuitions behind goal-directedness, and what is its relevance to AI Safety. This sequence is here for the not fully polished posts that represent more the ideas of their specific author than a consensus inside the group.